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Revenue Recognition - Summary of Company's Revenue Streams (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
NONINTEREST INCOME                      
Loan servicing fees                 $ 1,840 $ 1,445 $ 787
Earnings on bank-owned life insurance                 3,486 3,427 2,279
Net gain from sales of loans                 6,642 10,759 12,468
Net gain from sales of investment securities                 8,571 1,399 2,737
Other income                 4,486 3,641 5,680
Total noninterest income $ 9,801 $ 11,430 $ 6,324 $ 7,681 $ 6,970 $ 8,240 $ 8,151 $ 7,666 35,236 31,027 31,114
Service charges on deposit accounts                      
NONINTEREST INCOME                      
Noninterest income                 5,769 5,128 3,273
Other service fee income                      
NONINTEREST INCOME                      
Noninterest income                 1,438 902 1,847
Debit card interchange income                      
NONINTEREST INCOME                      
Noninterest income                 3,004 4,326 2,043
Within Scope                      
NONINTEREST INCOME                      
Other income                 1,015 1,242 491
Total noninterest income                 11,226 11,598 7,654
Within Scope | Service charges on deposit accounts                      
NONINTEREST INCOME                      
Noninterest income                 5,769 5,128 3,273
Within Scope | Other service fee income                      
NONINTEREST INCOME                      
Noninterest income                 1,438 902 1,847
Within Scope | Debit card interchange income                      
NONINTEREST INCOME                      
Noninterest income                 3,004 4,326 2,043
Out of Scope                      
NONINTEREST INCOME                      
Loan servicing fees                 1,840 1,445 787
Earnings on bank-owned life insurance                 3,486 3,427 2,279
Net gain from sales of loans                 6,642 10,759 12,468
Net gain from sales of investment securities                 8,571 1,399 2,737
Other income                 3,471 2,399 5,189
Total noninterest income                 $ 24,010 $ 19,429 $ 23,460